{"id":"W4205359774","doi":"10.1017/cjn.2021.444","title":"P.168 Prediction of Pituitary Adenoma Recurrence using the SIPAP Classification","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Pituitary Gland Disorders and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Pituitary adenoma; Cohort; Retrospective cohort study; Perioperative; Adenoma; Radiology; Pituitary neoplasm; Surgery; Pituitary gland; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006434961,0.0003549554,0.0002628526,0.001480705,0.0002304533,0.00060029,0.0003113897,0.0002329319,0.006409403],"category_scores_gemma":[0.003480162,0.0001056727,0.0004997589,0.001187369,0.0002572023,0.0004328148,0.000459483,0.0003388115,0.001118001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001727782,"about_ca_system_score_gemma":0.0004759582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001790059,"about_ca_topic_score_gemma":0.00147654,"domain_scores_codex":[0.9995775,0.00009836393,0.00005145089,0.00004776643,0.0001701026,0.00005477033],"domain_scores_gemma":[0.9976276,0.0006369343,0.001001749,0.00008238723,0.0003836753,0.000267737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000195852,0.00001117755,0.9929739,0.00002540625,0.00002831981,0.0001644023,0.00001755669,0.0001051081,0.0002156533,0.00001658532,0.0002776531,0.00596834],"study_design_scores_gemma":[0.00001703574,0.0003504948,0.9926977,0.00004124542,0.00008014085,0.003407318,0.0001509701,0.001831993,0.0003763468,0.0001535997,0.0008817794,0.00001143928],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957361,0.0005451445,0.0007363294,0.00008665455,0.00003754549,0.00002805432,0.001027247,0.00002201587,0.001780944],"genre_scores_gemma":[0.9983462,0.0001266793,0.0006167133,0.00000919519,0.00002536579,0.0000174537,0.0006040645,0.000005953064,0.0002483735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006409403,"threshold_uncertainty_score":0.02144158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.077946313218282,"score_gpt":0.2952278009543324,"score_spread":0.2172814877360504,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}